{"id":"W2062811724","doi":"10.1103/physreva.91.043421","title":"Engineering adiabaticity at an avoided crossing with optimal control","year":2015,"lang":"en","type":"article","venue":"Physical Review A","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Army Research Office","keywords":"Simple (philosophy); Optimal control; Zener diode; Control theory (sociology); Level crossing; Control (management); Avoided crossing; Standard linear solid model; Physics; Computer science; Statistical physics; Mathematics; Mathematical optimization; Engineering; Quantum mechanics; Thermodynamics; Mechanical engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000157675,0.0001698648,0.0004404419,0.000009209295,0.00007737256,0.00007157589,0.0001122042,0.00001129606,0.0000395174],"category_scores_gemma":[0.00001839515,0.0001165484,0.0001032873,0.0001063155,0.00004456217,0.0001566038,0.00002965301,0.0001206127,0.0001028036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004304504,"about_ca_system_score_gemma":0.00004761142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001130066,"about_ca_topic_score_gemma":0.000001783365,"domain_scores_codex":[0.9990736,0.00005336334,0.000182898,0.0002247293,0.0002013154,0.0002641175],"domain_scores_gemma":[0.9992438,0.00006294942,0.00008213727,0.0002237519,0.00006479893,0.0003225592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008689176,0.006729012,0.1353894,0.00814825,0.0018803,0.0001041024,0.005453931,0.09844483,0.03063218,0.6040891,0.006796168,0.1014638],"study_design_scores_gemma":[0.003392748,0.0006279364,0.003362077,0.0030068,0.0003752069,0.000008531647,0.00006780706,0.9596354,0.0005849372,0.002312895,0.02543816,0.00118746],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763625,0.0009449539,0.02088699,0.0001197605,0.000043982,0.0003583048,0.00001742548,0.00005013813,0.001215889],"genre_scores_gemma":[0.9990283,0.000003711695,0.0002863549,0.000109997,0.0004292344,0.0000545373,0.00001533083,0.00002052494,0.00005199818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8611906,"threshold_uncertainty_score":0.4752705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01590240323934131,"score_gpt":0.2774638694058397,"score_spread":0.2615614661664984,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}